Reduced Reference Quality Assessment for Image Retargeting by Earth Mover’s Distance
Applied Sciences, 2021 A reduced reference quality assessment algorithm for image retargeting by earth mover’s distance is proposed in this paper. In the reference image, all the feature points are extracted using scale invariant feature transform.
Longsheng Wei, Lei Zhao, Jian Peng
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Refining data–data and data–model vegetation comparisons using the Earth mover's distance (EMD) [PDF]
Climate of the Past, 2023 Comparing temporal and spatial vegetation changes between reconstructions or between reconstructions and model simulations requires carefully selecting an appropriate evaluation metric.
M. Chevalier +13 more
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BERT-EMD: Many-to-Many Layer Mapping for BERT Compression with Earth Mover’s Distance [PDF]
Conference on Empirical Methods in Natural Language Processing, 2020 Pre-trained language models (e.g., BERT) have achieved significant success in various natural language processing (NLP) tasks. However, high storage and computational costs obstruct pre-trained language models to be effectively deployed on resource ...
Jianquan Li +5 more
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DeepFace-EMD: Re-ranking Using Patch-wise Earth Mover's Distance Improves Out-Of-Distribution Face Identification [PDF]
Computer Vision and Pattern Recognition, 2021 Face identification (FI) is ubiquitous and drives many high-stake decisions made by the law enforcement. A common FI approach compares two images by taking the cosine similarity between their image embeddings.
Hai T. Phan, Anh Totti Nguyen
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Computer Vision and Pattern Recognition, 2020 In this paper, we address the few-shot classification task from a new perspective of optimal matching between image regions. We adopt the Earth Mover's Distance (EMD) as a metric to compute a structural distance between dense image representations to ...
Chi Zhang +3 more
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Earth Mover's Distance as a Metric to Evaluate the Extent of Charge Transfer in Excitations Using Discretized Real-Space Densities. [PDF]
Journal of Chemical Theory and Computation, 2023 This paper presents a novel theoretical measure, μEMD, based on the earth mover's distance (EMD), for quantifying the density shift caused by electronic excitations in molecules.
Zhe Wang, Jiashu Liang, M. Head‐Gordon
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H-EMD: A Hierarchical Earth Mover’s Distance Method for Instance Segmentation [PDF]
IEEE Transactions on Medical Imaging, 2022 Deep learning (DL) based semantic segmentation methods have achieved excellent performance in biomedical image segmentation, producing high quality probability maps to allow extraction of rich instance information to facilitate good instance segmentation.
Peixian Liang +7 more
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Earth Mover’s Distance-Based Tool for Rapid Screening of Cervical Cancer Using Cervigrams
Applied Sciences, 2022 Cervical cancer is a major public health challenge that can be cured with early diagnosis and timely treatment. This challenge formed the rationale behind our design and development of an intelligent and robust image analysis and diagnostic tool/scale ...
Kumar Dron Shrivastav +8 more
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Testing Distributions of Huge Objects [PDF]
TheoretiCS, 2023 We initiate a study of a new model of property testing that is a hybrid of testing properties of distributions and testing properties of strings. Specifically, the new model refers to testing properties of distributions, but these are distributions over ...
Oded Goldreich, Dana Ron
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Approximate Earth Mover’s Distance in Truly-Subquadratic Time [PDF]
Symposium on the Theory of Computing, 2023 We design an additive approximation scheme for estimating the cost of the min-weight bipartite matching problem: given a bipartite graph with non-negative edge costs and ε > 0, our algorithm estimates the cost of matching all but O(ε)-fraction of the ...
Lorenzo Beretta, Aviad Rubinstein
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